Overview

Brought to you by YData

Dataset statistics

Number of variables	27
Number of observations	61249
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	12.6 MiB
Average record size in memory	216.0 B

Variable types

Numeric	24
Categorical	3

Dataset

Description	This profiling report was generated for Carl Kirstein
URL
Copyright	(c) Carl Kirstein 2022

Alerts

`RUL` is highly overall correlated with `cycle`	High correlation
`cycle` is highly overall correlated with `RUL`	High correlation
`op_setting_1` is highly overall correlated with `op_setting_2` and 20 other fields	High correlation
`op_setting_2` is highly overall correlated with `op_setting_1` and 20 other fields	High correlation
`op_setting_3` is highly overall correlated with `op_setting_1` and 21 other fields	High correlation
`sensor_1` is highly overall correlated with `op_setting_1` and 20 other fields	High correlation
`sensor_10` is highly overall correlated with `op_setting_1` and 22 other fields	High correlation
`sensor_11` is highly overall correlated with `op_setting_1` and 21 other fields	High correlation
`sensor_12` is highly overall correlated with `op_setting_1` and 21 other fields	High correlation
`sensor_13` is highly overall correlated with `op_setting_3` and 5 other fields	High correlation
`sensor_14` is highly overall correlated with `op_setting_3` and 17 other fields	High correlation
`sensor_15` is highly overall correlated with `op_setting_1` and 21 other fields	High correlation
`sensor_16` is highly overall correlated with `op_setting_1` and 19 other fields	High correlation
`sensor_17` is highly overall correlated with `op_setting_1` and 21 other fields	High correlation
`sensor_18` is highly overall correlated with `op_setting_1` and 21 other fields	High correlation
`sensor_19` is highly overall correlated with `op_setting_1` and 21 other fields	High correlation
`sensor_2` is highly overall correlated with `op_setting_1` and 21 other fields	High correlation
`sensor_20` is highly overall correlated with `op_setting_1` and 21 other fields	High correlation
`sensor_21` is highly overall correlated with `op_setting_1` and 21 other fields	High correlation
`sensor_3` is highly overall correlated with `op_setting_1` and 21 other fields	High correlation
`sensor_4` is highly overall correlated with `op_setting_1` and 21 other fields	High correlation
`sensor_5` is highly overall correlated with `op_setting_1` and 20 other fields	High correlation
`sensor_6` is highly overall correlated with `op_setting_1` and 20 other fields	High correlation
`sensor_7` is highly overall correlated with `op_setting_1` and 21 other fields	High correlation
`sensor_8` is highly overall correlated with `op_setting_1` and 22 other fields	High correlation
`sensor_9` is highly overall correlated with `op_setting_1` and 22 other fields	High correlation
`op_setting_2` has 4776 (7.8%) zeros	Zeros

Reproduction

Analysis started	2025-05-24 08:11:23.259108
Analysis finished	2025-05-24 08:11:57.333929
Duration	34.07 seconds
Software version	ydata-profiling v4.16.1
Download configuration	config.json

unit
Real number (ℝ)

Distinct	249
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	124.32518

Minimum	1
Maximum	249
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	1
5-th percentile	11
Q1	60
median	126
Q3	185
95-th percentile	237
Maximum	249
Range	248
Interquartile range (IQR)	125

Descriptive statistics

Standard deviation	71.99535
Coefficient of variation (CV)	0.57908904
Kurtosis	-1.1964396
Mean	124.32518
Median Absolute Deviation (MAD)	62
Skewness	-0.01062972
Sum	7614793
Variance	5183.3304
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
118	543	0.9%
133	489	0.8%
173	457	0.7%
49	446	0.7%
179	435	0.7%
225	418	0.7%
171	399	0.7%
158	399	0.7%
37	388	0.6%
88	388	0.6%
Other values (239)	56887	92.9%

Value	Count	Frequency (%)
1	321	0.5%
2	299	0.5%
3	307	0.5%
4	274	0.4%
5	193	0.3%
6	331	0.5%
7	221	0.4%
8	230	0.4%
9	334	0.5%
10	354	0.6%

Value	Count	Frequency (%)
249	255	0.4%
248	184	0.3%
247	211	0.3%
246	161	0.3%
245	205	0.3%
244	267	0.4%
243	327	0.5%
242	222	0.4%
241	332	0.5%
240	149	0.2%

cycle
Real number (ℝ)

High correlation

Distinct	543
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	134.31142

Minimum	1
Maximum	543
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	1
5-th percentile	13
Q1	62
median	123
Q3	191
95-th percentile	299
Maximum	543
Range	542
Interquartile range (IQR)	129

Descriptive statistics

Standard deviation	89.783389
Coefficient of variation (CV)	0.66847176
Kurtosis	0.24691862
Mean	134.31142
Median Absolute Deviation (MAD)	64
Skewness	0.7079729
Sum	8226440
Variance	8061.057
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	249	0.4%
65	249	0.4%
96	249	0.4%
95	249	0.4%
94	249	0.4%
93	249	0.4%
92	249	0.4%
91	249	0.4%
90	249	0.4%
89	249	0.4%
Other values (533)	58759	95.9%

Value	Count	Frequency (%)
1	249	0.4%
2	249	0.4%
3	249	0.4%
4	249	0.4%
5	249	0.4%
6	249	0.4%
7	249	0.4%
8	249	0.4%
9	249	0.4%
10	249	0.4%

Value	Count	Frequency (%)
543	1	< 0.1%
542	1	< 0.1%
541	1	< 0.1%
540	1	< 0.1%
539	1	< 0.1%
538	1	< 0.1%
537	1	< 0.1%
536	1	< 0.1%
535	1	< 0.1%
534	1	< 0.1%

op_setting_1
Real number (ℝ)

High correlation

Distinct	536
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.999823

Minimum	0
Maximum	42.008
Zeros	162
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.001
Q1	10.0046
median	25.0014
Q3	41.9981
95-th percentile	42.006
Maximum	42.008
Range	42.008
Interquartile range (IQR)	31.9935

Descriptive statistics

Standard deviation	14.780722
Coefficient of variation (CV)	0.61586794
Kurtosis	-1.2307502
Mean	23.999823
Median Absolute Deviation (MAD)	14.9969
Skewness	-0.26043963
Sum	1469965.2
Variance	218.46973
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0022	339	0.6%
0.0015	333	0.5%
0.0023	324	0.5%
0.0019	323	0.5%
0.0006	323	0.5%
0.0028	322	0.5%
0.0024	321	0.5%
0.0005	319	0.5%
0.0016	318	0.5%
0.0027	317	0.5%
Other values (526)	58010	94.7%

Value	Count	Frequency (%)
0	162	0.3%
0.0001	307	0.5%
0.0002	305	0.5%
0.0003	295	0.5%
0.0004	313	0.5%
0.0005	319	0.5%
0.0006	323	0.5%
0.0007	306	0.5%
0.0008	282	0.5%
0.0009	315	0.5%

Value	Count	Frequency (%)
42.008	77	0.1%
42.0079	166	0.3%
42.0078	163	0.3%
42.0077	159	0.3%
42.0076	137	0.2%
42.0075	138	0.2%
42.0074	150	0.2%
42.0073	141	0.2%
42.0072	150	0.2%
42.0071	169	0.3%

op_setting_2
Real number (ℝ)

High correlation Zeros

Distinct	105
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.57134689

Minimum	0
Maximum	0.842
Zeros	4776
Zeros (%)	7.8%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.2507
median	0.7
Q3	0.84
95-th percentile	0.8415
Maximum	0.842
Range	0.842
Interquartile range (IQR)	0.5893

Descriptive statistics

Standard deviation	0.31070344
Coefficient of variation (CV)	0.54380876
Kurtosis	-0.8796748
Mean	0.57134689
Median Absolute Deviation (MAD)	0.14
Skewness	-0.82941362
Sum	34994.426
Variance	0.09653663
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.84	12511	20.4%
0	4776	7.8%
0.25	4686	7.7%
0.62	4683	7.6%
0.7	4634	7.6%
0.8413	655	1.1%
0.8403	653	1.1%
0.8402	643	1.0%
0.8404	637	1.0%
0.8408	634	1.0%
Other values (95)	26737	43.7%

Value	Count	Frequency (%)
0	4776	7.8%
0.0001	227	0.4%
0.0002	228	0.4%
0.0003	246	0.4%
0.0004	227	0.4%
0.0005	227	0.4%
0.0006	244	0.4%
0.0007	234	0.4%
0.0008	215	0.4%
0.0009	207	0.3%

Value	Count	Frequency (%)
0.842	344	0.6%
0.8419	584	1.0%
0.8418	594	1.0%
0.8417	582	1.0%
0.8416	631	1.0%
0.8415	619	1.0%
0.8414	618	1.0%
0.8413	655	1.1%
0.8412	589	1.0%
0.8411	604	1.0%

op_setting_3
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.6 MiB

100.0	52110
60.0	9139

Length

Max length	5
Median length	5
Mean length	4.8507894
Min length	4

Characters and Unicode

Total characters	297106
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	100.0
2nd row	100.0
3rd row	100.0
4th row	100.0
5th row	60.0

Common Values

Value	Count	Frequency (%)
100.0	52110	85.1%
60.0	9139	14.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
100.0	52110	85.1%
60.0	9139	14.9%

Most occurring characters

Value	Count	Frequency (%)
0	174608	58.8%
.	61249	20.6%
1	52110	17.5%
6	9139	3.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	297106	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	174608	58.8%
.	61249	20.6%
1	52110	17.5%
6	9139	3.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	297106	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	174608	58.8%
.	61249	20.6%
1	52110	17.5%
6	9139	3.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	297106	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	174608	58.8%
.	61249	20.6%
1	52110	17.5%
6	9139	3.1%

sensor_1
Real number (ℝ)

High correlation

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	472.88244

Minimum	445
Maximum	518.67
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	445
5-th percentile	445
Q1	445
median	462.54
Q3	491.19
95-th percentile	518.67
Maximum	518.67
Range	73.67
Interquartile range (IQR)	46.19

Descriptive statistics

Standard deviation	26.436832
Coefficient of variation (CV)	0.055905717
Kurtosis	-1.1805952
Mean	472.88244
Median Absolute Deviation (MAD)	17.54
Skewness	0.45924728
Sum	28963576
Variance	698.90607
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
445	15395	25.1%
518.67	9238	15.1%
489.05	9224	15.1%
449.44	9162	15.0%
462.54	9139	14.9%
491.19	9091	14.8%

Value	Count	Frequency (%)
445	15395	25.1%
449.44	9162	15.0%
462.54	9139	14.9%
489.05	9224	15.1%
491.19	9091	14.8%
518.67	9238	15.1%

Value	Count	Frequency (%)
518.67	9238	15.1%
491.19	9091	14.8%
489.05	9224	15.1%
462.54	9139	14.9%
449.44	9162	15.0%
445	15395	25.1%

sensor_2
Real number (ℝ)

High correlation

Distinct	1704
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	579.42006

Minimum	535.48
Maximum	644.42
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	535.48
5-th percentile	536.57
Q1	549.33
median	555.74
Q3	607.07
95-th percentile	642.69
Maximum	644.42
Range	108.94
Interquartile range (IQR)	57.74

Descriptive statistics

Standard deviation	37.342647
Coefficient of variation (CV)	0.064448316
Kurtosis	-1.3097566
Mean	579.42006
Median Absolute Deviation (MAD)	19.17
Skewness	0.44429312
Sum	35488899
Variance	1394.4733
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
549.36	162	0.3%
549.25	160	0.3%
549.47	154	0.3%
549.55	148	0.2%
549.3	146	0.2%
549.48	146	0.2%
549.42	145	0.2%
549.43	143	0.2%
549.49	142	0.2%
549.39	142	0.2%
Other values (1694)	59761	97.6%

Value	Count	Frequency (%)
535.48	2	< 0.1%
535.51	1	< 0.1%
535.56	1	< 0.1%
535.58	1	< 0.1%
535.59	1	< 0.1%
535.61	2	< 0.1%
535.62	1	< 0.1%
535.63	2	< 0.1%
535.64	1	< 0.1%
535.65	2	< 0.1%

Value	Count	Frequency (%)
644.42	1	< 0.1%
644.21	1	< 0.1%
644.2	3	< 0.1%
644.19	1	< 0.1%
644.17	1	< 0.1%
644.16	1	< 0.1%
644.15	1	< 0.1%
644.14	1	< 0.1%
644.13	1	< 0.1%
644.12	2	< 0.1%

sensor_3
Real number (ℝ)

High correlation

Distinct	13558
Distinct (%)	22.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1417.8966

Minimum	1242.67
Maximum	1613
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	1242.67
5-th percentile	1257.96
Q1	1350.55
median	1367.68
Q3	1497.42
95-th percentile	1591.13
Maximum	1613
Range	370.33
Interquartile range (IQR)	146.87

Descriptive statistics

Standard deviation	106.1676
Coefficient of variation (CV)	0.074876827
Kurtosis	-1.1334546
Mean	1417.8966
Median Absolute Deviation (MAD)	107.97
Skewness	0.16951483
Sum	86844749
Variance	11271.559
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1355.66	22	< 0.1%
1356.86	21	< 0.1%
1355.78	21	< 0.1%
1354.67	18	< 0.1%
1354.47	18	< 0.1%
1353.86	18	< 0.1%
1350.48	18	< 0.1%
1352.09	18	< 0.1%
1358.46	18	< 0.1%
1360.71	18	< 0.1%
Other values (13548)	61059	99.7%

Value	Count	Frequency (%)
1242.67	1	< 0.1%
1242.98	1	< 0.1%
1243.28	1	< 0.1%
1243.51	1	< 0.1%
1243.62	1	< 0.1%
1243.66	1	< 0.1%
1244	1	< 0.1%
1244.3	1	< 0.1%
1244.48	1	< 0.1%
1244.64	1	< 0.1%

Value	Count	Frequency (%)
1613	2	< 0.1%
1612.66	1	< 0.1%
1611.9	1	< 0.1%
1611.42	1	< 0.1%
1609.79	1	< 0.1%
1609.76	2	< 0.1%
1609.7	1	< 0.1%
1609.03	1	< 0.1%
1608.88	1	< 0.1%
1608.46	2	< 0.1%

sensor_4
Real number (ℝ)

High correlation

Distinct	17353
Distinct (%)	28.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1201.9154

Minimum	1024.42
Maximum	1440.77
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	1024.42
5-th percentile	1043.014
Q1	1119.49
median	1136.92
Q3	1302.62
95-th percentile	1408.57
Maximum	1440.77
Range	416.35
Interquartile range (IQR)	183.13

Descriptive statistics

Standard deviation	119.32759
Coefficient of variation (CV)	0.099281193
Kurtosis	-1.1055536
Mean	1201.9154
Median Absolute Deviation (MAD)	93.81
Skewness	0.43026883
Sum	73616114
Variance	14239.074
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1123.98	22	< 0.1%
1128.74	20	< 0.1%
1125.1	20	< 0.1%
1123	19	< 0.1%
1122.33	19	< 0.1%
1119.71	18	< 0.1%
1123.92	18	< 0.1%
1126.15	18	< 0.1%
1124.99	18	< 0.1%
1132.52	18	< 0.1%
Other values (17343)	61059	99.7%

Value	Count	Frequency (%)
1024.42	1	< 0.1%
1025.52	1	< 0.1%
1025.75	1	< 0.1%
1025.96	1	< 0.1%
1026.47	1	< 0.1%
1026.53	1	< 0.1%
1026.59	1	< 0.1%
1026.91	1	< 0.1%
1027.39	1	< 0.1%
1027.52	1	< 0.1%

Value	Count	Frequency (%)
1440.77	1	< 0.1%
1437.97	1	< 0.1%
1437.77	1	< 0.1%
1436.78	1	< 0.1%
1436.1	1	< 0.1%
1435.88	3	< 0.1%
1435.39	1	< 0.1%
1435.28	1	< 0.1%
1435	1	< 0.1%
1434.87	1	< 0.1%

sensor_5
Real number (ℝ)

High correlation

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.0316258

Minimum	3.91
Maximum	14.62
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	3.91
5-th percentile	3.91
Q1	3.91
median	7.05
Q3	10.52
95-th percentile	14.62
Maximum	14.62
Range	10.71
Interquartile range (IQR)	6.61

Descriptive statistics

Standard deviation	3.6228721
Coefficient of variation (CV)	0.45107581
Kurtosis	-0.85550491
Mean	8.0316258
Median Absolute Deviation (MAD)	3.14
Skewness	0.53773997
Sum	491929.05
Variance	13.125202
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3.91	15395	25.1%
14.62	9238	15.1%
10.52	9224	15.1%
5.48	9162	15.0%
7.05	9139	14.9%
9.35	9091	14.8%

Value	Count	Frequency (%)
3.91	15395	25.1%
5.48	9162	15.0%
7.05	9139	14.9%
9.35	9091	14.8%
10.52	9224	15.1%
14.62	9238	15.1%

Value	Count	Frequency (%)
14.62	9238	15.1%
10.52	9224	15.1%
9.35	9091	14.8%
7.05	9139	14.9%
5.48	9162	15.0%
3.91	15395	25.1%

sensor_6
Real number (ℝ)

High correlation

Distinct	46
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.589457

Minimum	5.67
Maximum	21.61
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	5.67
5-th percentile	5.7
Q1	5.72
median	9.03
Q3	15.48
95-th percentile	21.61
Maximum	21.61
Range	15.94
Interquartile range (IQR)	9.76

Descriptive statistics

Standard deviation	5.4440165
Coefficient of variation (CV)	0.4697387
Kurtosis	-0.85523397
Mean	11.589457
Median Absolute Deviation (MAD)	3.33
Skewness	0.62472165
Sum	709842.66
Variance	29.637316
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
5.71	5737	9.4%
8	5192	8.5%
21.61	5104	8.3%
5.72	4673	7.6%
15.49	3783	6.2%
9.03	3692	6.0%
13.66	3195	5.2%
5.7	2467	4.0%
5.69	2319	3.8%
9.02	2259	3.7%
Other values (36)	22828	37.3%

Value	Count	Frequency (%)
5.67	4	< 0.1%
5.68	195	0.3%
5.69	2319	3.8%
5.7	2467	4.0%
5.71	5737	9.4%
5.72	4673	7.6%
7.95	57	0.1%
7.96	371	0.6%
7.97	1300	2.1%
7.98	873	1.4%

Value	Count	Frequency (%)
21.61	5104	8.3%
21.6	1602	2.6%
21.59	584	1.0%
21.58	930	1.5%
21.57	798	1.3%
21.56	172	0.3%
21.55	47	0.1%
21.54	1	< 0.1%
15.5	1599	2.6%
15.49	3783	6.2%

sensor_7
Real number (ℝ)

High correlation

Distinct	5926
Distinct (%)	9.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	283.32863

Minimum	136.17
Maximum	570.81
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	136.17
5-th percentile	138.21
Q1	142.92
median	194.96
Q3	394.28
95-th percentile	554.9
Maximum	570.81
Range	434.64
Interquartile range (IQR)	251.36

Descriptive statistics

Standard deviation	146.88021
Coefficient of variation (CV)	0.51840934
Kurtosis	-0.87893611
Mean	283.32863
Median Absolute Deviation (MAD)	56.75
Skewness	0.69950886
Sum	17353595
Variance	21573.796
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
138.53	117	0.2%
138.62	114	0.2%
138.61	112	0.2%
138.66	106	0.2%
138.51	105	0.2%
138.74	105	0.2%
138.64	105	0.2%
138.77	104	0.2%
138.47	104	0.2%
138.69	103	0.2%
Other values (5916)	60174	98.2%

Value	Count	Frequency (%)
136.17	1	< 0.1%
136.31	1	< 0.1%
136.38	1	< 0.1%
136.43	1	< 0.1%
136.45	1	< 0.1%
136.5	1	< 0.1%
136.51	1	< 0.1%
136.54	1	< 0.1%
136.56	1	< 0.1%
136.57	3	< 0.1%

Value	Count	Frequency (%)
570.81	1	< 0.1%
569.74	1	< 0.1%
569.69	1	< 0.1%
569.58	1	< 0.1%
569.34	1	< 0.1%
569.29	1	< 0.1%
569.16	1	< 0.1%
569.14	1	< 0.1%
569.07	1	< 0.1%
569.06	1	< 0.1%

sensor_8
Real number (ℝ)

High correlation

Distinct	1038
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2228.686

Minimum	1914.72
Maximum	2388.64
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	1914.72
5-th percentile	1915.32
Q1	2211.95
median	2223.07
Q3	2323.93
95-th percentile	2388.12
Maximum	2388.64
Range	473.92
Interquartile range (IQR)	111.98

Descriptive statistics

Standard deviation	145.34824
Coefficient of variation (CV)	0.065217012
Kurtosis	0.48832812
Mean	2228.686
Median Absolute Deviation (MAD)	95.9
Skewness	-1.217583
Sum	1.3650479 × 10⁸
Variance	21126.112
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2211.95	477	0.8%
2211.94	474	0.8%
2211.97	454	0.7%
2211.96	446	0.7%
2211.98	433	0.7%
2211.99	430	0.7%
2388.08	421	0.7%
2211.93	420	0.7%
2212	416	0.7%
2212.01	410	0.7%
Other values (1028)	56868	92.8%

Value	Count	Frequency (%)
1914.72	1	< 0.1%
1914.8	2	< 0.1%
1914.83	2	< 0.1%
1914.84	1	< 0.1%
1914.85	1	< 0.1%
1914.86	1	< 0.1%
1914.88	1	< 0.1%
1914.89	2	< 0.1%
1914.9	1	< 0.1%
1914.91	1	< 0.1%

Value	Count	Frequency (%)
2388.64	1	< 0.1%
2388.6	2	< 0.1%
2388.59	2	< 0.1%
2388.58	1	< 0.1%
2388.57	1	< 0.1%
2388.56	2	< 0.1%
2388.55	9	< 0.1%
2388.54	8	< 0.1%
2388.53	13	< 0.1%
2388.52	8	< 0.1%

sensor_9
Real number (ℝ)

High correlation

Distinct	25297
Distinct (%)	41.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8524.6733

Minimum	7984.51
Maximum	9196.81
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	7984.51
5-th percentile	8007.724
Q1	8320.59
median	8362.76
Q3	8777.25
95-th percentile	9065.67
Maximum	9196.81
Range	1212.3
Interquartile range (IQR)	456.66

Descriptive statistics

Standard deviation	336.92755
Coefficient of variation (CV)	0.039523807
Kurtosis	-1.0972164
Mean	8524.6733
Median Absolute Deviation (MAD)	351.49
Skewness	0.13335256
Sum	5.2212772 × 10⁸
Variance	113520.17
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8339.85	13	< 0.1%
8314.89	13	< 0.1%
8329.62	12	< 0.1%
8323.89	12	< 0.1%
8321.05	12	< 0.1%
8323.74	12	< 0.1%
8346.27	12	< 0.1%
8346.66	11	< 0.1%
8776.33	11	< 0.1%
8352.78	11	< 0.1%
Other values (25287)	61130	99.8%

Value	Count	Frequency (%)
7984.51	1	< 0.1%
7984.59	1	< 0.1%
7985.18	1	< 0.1%
7986.72	1	< 0.1%
7987.18	1	< 0.1%
7987.93	1	< 0.1%
7988.07	1	< 0.1%
7988.35	1	< 0.1%
7989.04	1	< 0.1%
7989.05	1	< 0.1%

Value	Count	Frequency (%)
9196.81	1	< 0.1%
9196.07	1	< 0.1%
9195.38	1	< 0.1%
9194.16	1	< 0.1%
9179.67	1	< 0.1%
9178.46	1	< 0.1%
9177.65	1	< 0.1%
9176.4	1	< 0.1%
9175.43	1	< 0.1%
9174.88	1	< 0.1%

sensor_10
Real number (ℝ)

High correlation

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.096445

Minimum	0.93
Maximum	1.32
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	0.93
5-th percentile	0.94
Q1	1.02
median	1.03
Q3	1.26
95-th percentile	1.3
Maximum	1.32
Range	0.39
Interquartile range (IQR)	0.24

Descriptive statistics

Standard deviation	0.12768053
Coefficient of variation (CV)	0.11644955
Kurtosis	-1.2012099
Mean	1.096445
Median Absolute Deviation (MAD)	0.05
Skewness	0.58846393
Sum	67156.16
Variance	0.016302317
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
1.02	18078	29.5%
0.94	8831	14.4%
1.26	8290	13.5%
1.3	8135	13.3%
1.08	5978	9.8%
1.03	4008	6.5%
1.07	2482	4.1%
1.04	1227	2.0%
1.31	1038	1.7%
1.01	794	1.3%
Other values (11)	2388	3.9%

Value	Count	Frequency (%)
0.93	284	0.5%
0.94	8831	14.4%
0.95	24	< 0.1%
1.01	794	1.3%
1.02	18078	29.5%
1.03	4008	6.5%
1.04	1227	2.0%
1.05	448	0.7%
1.06	2	< 0.1%
1.07	2482	4.1%

Value	Count	Frequency (%)
1.32	58	0.1%
1.31	1038	1.7%
1.3	8135	13.3%
1.29	7	< 0.1%
1.28	5	< 0.1%
1.27	769	1.3%
1.26	8290	13.5%
1.25	160	0.3%
1.1	69	0.1%
1.09	562	0.9%

sensor_11
Real number (ℝ)

High correlation

Distinct	737
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.874529

Minimum	36.04
Maximum	48.36
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	36.04
5-th percentile	36.56
Q1	41.76
median	42.33
Q3	45.22
95-th percentile	47.54
Maximum	48.36
Range	12.32
Interquartile range (IQR)	3.46

Descriptive statistics

Standard deviation	3.2434915
Coefficient of variation (CV)	0.075650779
Kurtosis	-0.33017191
Mean	42.874529
Median Absolute Deviation (MAD)	2.11
Skewness	-0.53816542
Sum	2626022
Variance	10.520237
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
41.8	353	0.6%
41.92	351	0.6%
41.84	349	0.6%
41.98	346	0.6%
41.93	344	0.6%
41.85	338	0.6%
41.89	335	0.5%
41.95	335	0.5%
41.94	334	0.5%
41.9	332	0.5%
Other values (727)	57832	94.4%

Value	Count	Frequency (%)
36.04	1	< 0.1%
36.07	1	< 0.1%
36.08	1	< 0.1%
36.1	2	< 0.1%
36.11	2	< 0.1%
36.14	3	< 0.1%
36.15	6	< 0.1%
36.16	5	< 0.1%
36.17	7	< 0.1%
36.18	9	< 0.1%

Value	Count	Frequency (%)
48.36	1	< 0.1%
48.34	2	< 0.1%
48.33	2	< 0.1%
48.32	4	< 0.1%
48.31	7	< 0.1%
48.3	3	< 0.1%
48.29	2	< 0.1%
48.28	5	< 0.1%
48.27	3	< 0.1%
48.26	4	< 0.1%

sensor_12
Real number (ℝ)

High correlation

Distinct	5627
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	266.73567

Minimum	128.31
Maximum	537.49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	128.31
5-th percentile	130.2
Q1	134.52
median	183.45
Q3	371.4
95-th percentile	522.71
Maximum	537.49
Range	409.18
Interquartile range (IQR)	236.88

Descriptive statistics

Standard deviation	138.47911
Coefficient of variation (CV)	0.51916233
Kurtosis	-0.87820552
Mean	266.73567
Median Absolute Deviation (MAD)	53.25
Skewness	0.70070013
Sum	16337293
Variance	19176.464
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
130.56	136	0.2%
130.54	131	0.2%
130.46	128	0.2%
130.65	128	0.2%
130.67	126	0.2%
130.57	125	0.2%
130.52	125	0.2%
130.58	124	0.2%
130.85	124	0.2%
130.61	124	0.2%
Other values (5617)	59978	97.9%

Value	Count	Frequency (%)
128.31	1	< 0.1%
128.45	1	< 0.1%
128.46	1	< 0.1%
128.54	2	< 0.1%
128.56	1	< 0.1%
128.57	1	< 0.1%
128.58	1	< 0.1%
128.59	2	< 0.1%
128.62	3	< 0.1%
128.71	1	< 0.1%

Value	Count	Frequency (%)
537.49	1	< 0.1%
537.3	1	< 0.1%
537.06	1	< 0.1%
536.81	1	< 0.1%
536.8	1	< 0.1%
536.78	1	< 0.1%
536.66	1	< 0.1%
536.58	1	< 0.1%
536.56	1	< 0.1%
536.46	1	< 0.1%

sensor_13
Real number (ℝ)

High correlation

Distinct	483
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2334.4276

Minimum	2027.57
Maximum	2390.49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	2027.57
5-th percentile	2028.21
Q1	2387.91
median	2388.06
Q3	2388.17
95-th percentile	2388.49
Maximum	2390.49
Range	362.92
Interquartile range (IQR)	0.26

Descriptive statistics

Standard deviation	128.19786
Coefficient of variation (CV)	0.054916186
Kurtosis	1.8775549
Mean	2334.4276
Median Absolute Deviation (MAD)	0.13
Skewness	-1.969129
Sum	1.4298136 × 10⁸
Variance	16434.691
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2388.09	1610	2.6%
2388.07	1586	2.6%
2388.06	1583	2.6%
2388.1	1540	2.5%
2388.05	1495	2.4%
2388.08	1477	2.4%
2388.12	1452	2.4%
2388.04	1452	2.4%
2388.11	1449	2.4%
2388.03	1381	2.3%
Other values (473)	46224	75.5%

Value	Count	Frequency (%)
2027.57	1	< 0.1%
2027.6	1	< 0.1%
2027.61	1	< 0.1%
2027.69	2	< 0.1%
2027.7	2	< 0.1%
2027.74	1	< 0.1%
2027.75	1	< 0.1%
2027.76	2	< 0.1%
2027.77	3	< 0.1%
2027.79	2	< 0.1%

Value	Count	Frequency (%)
2390.49	1	< 0.1%
2390.28	1	< 0.1%
2390.17	1	< 0.1%
2390.16	4	< 0.1%
2390.11	2	< 0.1%
2390.06	2	< 0.1%
2390.05	1	< 0.1%
2390.04	2	< 0.1%
2390.03	1	< 0.1%
2389.99	2	< 0.1%

sensor_14
Real number (ℝ)

High correlation

Distinct	15938
Distinct (%)	26.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8067.8118

Minimum	7845.78
Maximum	8261.65
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	7845.78
5-th percentile	7872.27
Q1	8062.63
median	8083.81
Q3	8128.35
95-th percentile	8153.09
Maximum	8261.65
Range	415.87
Interquartile range (IQR)	65.72

Descriptive statistics

Standard deviation	85.670543
Coefficient of variation (CV)	0.010618808
Kurtosis	0.90443623
Mean	8067.8118
Median Absolute Deviation (MAD)	30.67
Skewness	-1.4095866
Sum	4.9414541 × 10⁸
Variance	7339.442
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8134.61	18	< 0.1%
8082.59	17	< 0.1%
8084.54	17	< 0.1%
8077.66	17	< 0.1%
8075.41	17	< 0.1%
8067.12	17	< 0.1%
8072.72	16	< 0.1%
8063.26	16	< 0.1%
8090.7	16	< 0.1%
8075.05	16	< 0.1%
Other values (15928)	61082	99.7%

Value	Count	Frequency (%)
7845.78	1	< 0.1%
7849.79	1	< 0.1%
7851.03	1	< 0.1%
7851.3	1	< 0.1%
7852.67	1	< 0.1%
7853.09	1	< 0.1%
7853.14	1	< 0.1%
7854.01	1	< 0.1%
7854.7	1	< 0.1%
7854.81	1	< 0.1%

Value	Count	Frequency (%)
8261.65	1	< 0.1%
8261.46	1	< 0.1%
8253.57	1	< 0.1%
8251.61	1	< 0.1%
8251.45	1	< 0.1%
8247.28	1	< 0.1%
8244.91	1	< 0.1%
8243.76	1	< 0.1%
8243.17	1	< 0.1%
8241.79	1	< 0.1%

sensor_15
Real number (ℝ)

High correlation

Distinct	11915
Distinct (%)	19.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.2856036

Minimum	8.1757
Maximum	11.0663
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	8.1757
5-th percentile	8.37844
Q1	8.648
median	9.2556
Q3	9.3658
95-th percentile	10.8966
Maximum	11.0663
Range	2.8906
Interquartile range (IQR)	0.7178

Descriptive statistics

Standard deviation	0.75037369
Coefficient of variation (CV)	0.080810437
Kurtosis	0.36037415
Mean	9.2856036
Median Absolute Deviation (MAD)	0.1509
Skewness	1.0400056
Sum	568733.93
Variance	0.56306067
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.3182	29	< 0.1%
9.3074	27	< 0.1%
9.371	26	< 0.1%
9.3363	26	< 0.1%
9.3437	25	< 0.1%
9.3529	25	< 0.1%
9.354	25	< 0.1%
9.3012	25	< 0.1%
9.3479	25	< 0.1%
9.3491	24	< 0.1%
Other values (11905)	60992	99.6%

Value	Count	Frequency (%)
8.1757	1	< 0.1%
8.1787	1	< 0.1%
8.1793	1	< 0.1%
8.185	1	< 0.1%
8.1976	1	< 0.1%
8.2011	1	< 0.1%
8.2024	2	< 0.1%
8.2052	1	< 0.1%
8.208	1	< 0.1%
8.2085	1	< 0.1%

Value	Count	Frequency (%)
11.0663	1	< 0.1%
11.0572	1	< 0.1%
11.0534	1	< 0.1%
11.0506	1	< 0.1%
11.0505	1	< 0.1%
11.0503	1	< 0.1%
11.0467	1	< 0.1%
11.0466	1	< 0.1%
11.0436	1	< 0.1%
11.0431	1	< 0.1%

sensor_16
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.6 MiB

0.02	41328
0.03	19921

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	244996
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.02
2nd row	0.02
3rd row	0.02
4th row	0.02
5th row	0.02

Common Values

Value	Count	Frequency (%)
0.02	41328	67.5%
0.03	19921	32.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.02	41328	67.5%
0.03	19921	32.5%

Most occurring characters

Value	Count	Frequency (%)
0	122498	50.0%
.	61249	25.0%
2	41328	16.9%
3	19921	8.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	244996	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	122498	50.0%
.	61249	25.0%
2	41328	16.9%
3	19921	8.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	244996	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	122498	50.0%
.	61249	25.0%
2	41328	16.9%
3	19921	8.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	244996	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	122498	50.0%
.	61249	25.0%
2	41328	16.9%
3	19921	8.1%

sensor_17
Real number (ℝ)

High correlation

Distinct	54
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	347.76003

Minimum	302
Maximum	399
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	302
5-th percentile	306
Q1	330
median	334
Q3	368
95-th percentile	393
Maximum	399
Range	97
Interquartile range (IQR)	38

Descriptive statistics

Standard deviation	27.808283
Coefficient of variation (CV)	0.079964001
Kurtosis	-1.1319222
Mean	347.76003
Median Absolute Deviation (MAD)	28
Skewness	0.18475362
Sum	21299954
Variance	773.30063
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
331	3904	6.4%
330	3858	6.3%
332	3610	5.9%
333	3401	5.6%
329	2683	4.4%
334	2667	4.4%
368	2413	3.9%
307	2404	3.9%
369	2382	3.9%
306	2292	3.7%
Other values (44)	31635	51.6%

Value	Count	Frequency (%)
302	3	< 0.1%
303	36	0.1%
304	328	0.5%
305	1250	2.0%
306	2292	3.7%
307	2404	3.9%
308	1691	2.8%
309	808	1.3%
310	280	0.5%
311	47	0.1%

Value	Count	Frequency (%)
399	1	< 0.1%
398	24	< 0.1%
397	145	0.2%
396	423	0.7%
395	810	1.3%
394	1315	2.1%
393	1968	3.2%
392	2193	3.6%
391	1538	2.5%
390	648	1.1%

sensor_18
Real number (ℝ)

High correlation

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2228.6133

Minimum	1915
Maximum	2388
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	1915
5-th percentile	1915
Q1	2212
median	2223
Q3	2324
95-th percentile	2388
Maximum	2388
Range	473
Interquartile range (IQR)	112

Descriptive statistics

Standard deviation	145.47249
Coefficient of variation (CV)	0.065274892
Kurtosis	0.49048221
Mean	2228.6133
Median Absolute Deviation (MAD)	96
Skewness	-1.2190946
Sum	1.3650034 × 10⁸
Variance	21162.246
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2212	15395	25.1%
2388	9238	15.1%
2319	9224	15.1%
2223	9162	15.0%
1915	9139	14.9%
2324	9091	14.8%

Value	Count	Frequency (%)
1915	9139	14.9%
2212	15395	25.1%
2223	9162	15.0%
2319	9224	15.1%
2324	9091	14.8%
2388	9238	15.1%

Value	Count	Frequency (%)
2388	9238	15.1%
2324	9091	14.8%
2319	9224	15.1%
2223	9162	15.0%
2212	15395	25.1%
1915	9139	14.9%

sensor_19
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.6 MiB

100.0	52110
84.93	9139

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	306245
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	100.0
2nd row	100.0
3rd row	100.0
4th row	100.0
5th row	84.93

Common Values

Value	Count	Frequency (%)
100.0	52110	85.1%
84.93	9139	14.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
100.0	52110	85.1%
84.93	9139	14.9%

Most occurring characters

Value	Count	Frequency (%)
0	156330	51.0%
.	61249	20.0%
1	52110	17.0%
8	9139	3.0%
4	9139	3.0%
9	9139	3.0%
3	9139	3.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	306245	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	156330	51.0%
.	61249	20.0%
1	52110	17.0%
8	9139	3.0%
4	9139	3.0%
9	9139	3.0%
3	9139	3.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	306245	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	156330	51.0%
.	61249	20.0%
1	52110	17.0%
8	9139	3.0%
4	9139	3.0%
9	9139	3.0%
3	9139	3.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	306245	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	156330	51.0%
.	61249	20.0%
1	52110	17.0%
8	9139	3.0%
4	9139	3.0%
9	9139	3.0%
3	9139	3.0%

sensor_20
Real number (ℝ)

High correlation

Distinct	652
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.864333

Minimum	10.16
Maximum	39.89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	10.16
5-th percentile	10.52
Q1	10.94
median	14.93
Q3	28.56
95-th percentile	39.08
Maximum	39.89
Range	29.73
Interquartile range (IQR)	17.62

Descriptive statistics

Standard deviation	9.9363961
Coefficient of variation (CV)	0.47623837
Kurtosis	-0.94146527
Mean	20.864333
Median Absolute Deviation (MAD)	4.41
Skewness	0.64292583
Sum	1277919.6
Variance	98.731968
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.6	534	0.9%
10.59	533	0.9%
10.61	527	0.9%
10.63	525	0.9%
10.65	519	0.8%
10.58	517	0.8%
10.64	513	0.8%
10.62	513	0.8%
10.57	509	0.8%
10.56	494	0.8%
Other values (642)	56065	91.5%

Value	Count	Frequency (%)
10.16	1	< 0.1%
10.18	1	< 0.1%
10.19	1	< 0.1%
10.21	1	< 0.1%
10.22	2	< 0.1%
10.23	3	< 0.1%
10.24	1	< 0.1%
10.25	1	< 0.1%
10.26	3	< 0.1%
10.27	4	< 0.1%

Value	Count	Frequency (%)
39.89	2	< 0.1%
39.84	1	< 0.1%
39.82	2	< 0.1%
39.79	1	< 0.1%
39.78	3	< 0.1%
39.76	3	< 0.1%
39.75	3	< 0.1%
39.74	3	< 0.1%
39.73	3	< 0.1%
39.72	4	< 0.1%

sensor_21
Real number (ℝ)

High correlation

Distinct	21574
Distinct (%)	35.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.518995

Minimum	6.0843
Maximum	23.8852
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	6.0843
5-th percentile	6.3132
Q1	6.5661
median	8.9601
Q3	17.1355
95-th percentile	23.448
Maximum	23.8852
Range	17.8009
Interquartile range (IQR)	10.5694

Descriptive statistics

Standard deviation	5.9626973
Coefficient of variation (CV)	0.47629199
Kurtosis	-0.9409452
Mean	12.518995
Median Absolute Deviation (MAD)	2.6468
Skewness	0.64305508
Sum	766775.95
Variance	35.553759
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.3688	18	< 0.1%
6.3664	18	< 0.1%
6.4243	16	< 0.1%
6.3897	16	< 0.1%
8.9282	16	< 0.1%
6.3608	16	< 0.1%
6.4149	16	< 0.1%
6.328	16	< 0.1%
6.3959	16	< 0.1%
6.3685	15	< 0.1%
Other values (21564)	61086	99.7%

Value	Count	Frequency (%)
6.0843	1	< 0.1%
6.1008	1	< 0.1%
6.1185	1	< 0.1%
6.129	1	< 0.1%
6.1408	1	< 0.1%
6.1427	1	< 0.1%
6.1431	1	< 0.1%
6.1456	1	< 0.1%
6.1468	1	< 0.1%
6.149	1	< 0.1%

Value	Count	Frequency (%)
23.8852	1	< 0.1%
23.8828	1	< 0.1%
23.8807	1	< 0.1%
23.8804	1	< 0.1%
23.8748	1	< 0.1%
23.8691	1	< 0.1%
23.867	1	< 0.1%
23.8669	1	< 0.1%
23.8649	1	< 0.1%
23.8639	1	< 0.1%

RUL
Real number (ℝ)

High correlation

Distinct	543
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	133.31142

Minimum	0
Maximum	542
Zeros	249
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	478.6 KiB

Quantile statistics

Minimum	0
5-th percentile	12
Q1	61
median	122
Q3	190
95-th percentile	298
Maximum	542
Range	542
Interquartile range (IQR)	129

Descriptive statistics

Standard deviation	89.783389
Coefficient of variation (CV)	0.67348612
Kurtosis	0.24691862
Mean	133.31142
Median Absolute Deviation (MAD)	64
Skewness	0.7079729
Sum	8165191
Variance	8061.057
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49	249	0.4%
68	249	0.4%
96	249	0.4%
95	249	0.4%
94	249	0.4%
93	249	0.4%
92	249	0.4%
91	249	0.4%
90	249	0.4%
89	249	0.4%
Other values (533)	58759	95.9%

Value	Count	Frequency (%)
0	249	0.4%
1	249	0.4%
2	249	0.4%
3	249	0.4%
4	249	0.4%
5	249	0.4%
6	249	0.4%
7	249	0.4%
8	249	0.4%
9	249	0.4%

Value	Count	Frequency (%)
542	1	< 0.1%
541	1	< 0.1%
540	1	< 0.1%
539	1	< 0.1%
538	1	< 0.1%
537	1	< 0.1%
536	1	< 0.1%
535	1	< 0.1%
534	1	< 0.1%
533	1	< 0.1%

Interactions

Correlations

	RUL	cycle	op_setting_1	op_setting_2	op_setting_3	sensor_1	sensor_10	sensor_11	sensor_12	sensor_13	sensor_14	sensor_15	sensor_16	sensor_17	sensor_18	sensor_19	sensor_2	sensor_20	sensor_21	sensor_3	sensor_4	sensor_5	sensor_6	sensor_7	sensor_8	sensor_9	unit
RUL	1.000	-0.671	-0.001	-0.000	0.008	-0.000	-0.057	-0.177	-0.022	-0.401	-0.168	-0.018	0.081	-0.134	0.000	0.008	-0.096	0.011	0.012	-0.133	-0.170	0.001	-0.036	-0.021	-0.087	-0.117	-0.009
cycle	-0.671	1.000	0.001	0.001	0.000	-0.000	0.067	0.103	0.041	0.378	0.188	-0.063	0.046	0.083	-0.001	0.000	0.047	0.019	0.019	0.083	0.097	-0.001	-0.026	0.040	0.088	0.114	-0.009
op_setting_1	-0.001	0.001	1.000	0.887	1.000	-0.943	-0.741	-0.710	-0.927	-0.082	-0.412	0.713	0.953	-0.761	-0.742	1.000	-0.730	-0.927	-0.927	-0.760	-0.736	-0.984	-0.969	-0.927	-0.730	-0.759	0.001
op_setting_2	-0.000	0.001	0.887	1.000	1.000	-0.820	-0.592	-0.581	-0.772	0.066	-0.391	0.561	0.953	-0.579	-0.509	1.000	-0.501	-0.773	-0.773	-0.578	-0.582	-0.902	-0.888	-0.772	-0.501	-0.579	0.001
op_setting_3	0.008	0.000	1.000	1.000	1.000	1.000	1.000	1.000	0.512	1.000	1.000	1.000	0.291	1.000	1.000	1.000	1.000	0.641	0.641	1.000	0.996	1.000	1.000	0.507	1.000	1.000	0.000
sensor_1	-0.000	-0.000	-0.943	-0.820	1.000	1.000	0.712	0.682	0.902	0.077	0.280	-0.674	0.953	0.736	0.796	1.000	0.783	0.902	0.902	0.735	0.707	0.959	0.944	0.902	0.783	0.733	0.000
sensor_10	-0.057	0.067	-0.741	-0.592	1.000	0.712	1.000	0.954	0.842	0.506	0.790	-0.966	0.959	0.954	0.916	1.000	0.904	0.833	0.833	0.953	0.955	0.753	0.738	0.842	0.919	0.967	0.005
sensor_11	-0.177	0.103	-0.710	-0.581	1.000	0.682	0.954	1.000	0.781	0.494	0.787	-0.882	0.974	0.953	0.883	1.000	0.899	0.769	0.769	0.951	0.979	0.722	0.733	0.780	0.884	0.941	0.000
sensor_12	-0.022	0.041	-0.927	-0.772	0.512	0.902	0.842	0.781	1.000	0.273	0.527	-0.844	0.953	0.868	0.851	0.512	0.836	0.984	0.984	0.866	0.823	0.943	0.926	0.992	0.851	0.880	0.002
sensor_13	-0.401	0.378	-0.082	0.066	1.000	0.077	0.506	0.494	0.273	1.000	0.606	-0.495	0.291	0.496	0.425	1.000	0.459	0.240	0.238	0.496	0.496	0.084	0.099	0.272	0.545	0.553	0.018
sensor_14	-0.168	0.188	-0.412	-0.391	1.000	0.280	0.790	0.787	0.527	0.606	1.000	-0.782	0.814	0.735	0.571	1.000	0.576	0.511	0.510	0.734	0.764	0.419	0.416	0.526	0.611	0.778	0.014
sensor_15	-0.018	-0.063	0.713	0.561	1.000	-0.674	-0.966	-0.882	-0.844	-0.495	-0.782	1.000	0.955	-0.910	-0.885	1.000	-0.853	-0.838	-0.838	-0.909	-0.893	-0.726	-0.687	-0.844	-0.891	-0.942	-0.006
sensor_16	0.081	0.046	0.953	0.953	0.291	0.953	0.959	0.974	0.953	0.291	0.814	0.955	1.000	0.853	0.818	0.291	0.818	0.955	0.956	0.850	0.954	0.953	0.954	0.953	0.818	0.830	0.000
sensor_17	-0.134	0.083	-0.761	-0.579	1.000	0.736	0.954	0.953	0.868	0.496	0.735	-0.910	0.853	1.000	0.937	1.000	0.944	0.860	0.859	0.982	0.972	0.774	0.777	0.868	0.936	0.975	0.001
sensor_18	0.000	-0.001	-0.742	-0.509	1.000	0.796	0.916	0.883	0.851	0.425	0.571	-0.885	0.818	0.937	1.000	1.000	0.984	0.851	0.851	0.936	0.908	0.754	0.743	0.851	0.984	0.934	0.002
sensor_19	0.008	0.000	1.000	1.000	1.000	1.000	1.000	1.000	0.512	1.000	1.000	1.000	0.291	1.000	1.000	1.000	1.000	0.641	0.641	1.000	0.996	1.000	1.000	0.507	1.000	1.000	0.000
sensor_2	-0.096	0.047	-0.730	-0.501	1.000	0.783	0.904	0.899	0.836	0.459	0.576	-0.853	0.818	0.944	0.984	1.000	1.000	0.831	0.831	0.942	0.923	0.742	0.746	0.836	0.975	0.932	0.001
sensor_20	0.011	0.019	-0.927	-0.773	0.641	0.902	0.833	0.769	0.984	0.240	0.511	-0.838	0.955	0.860	0.851	0.641	0.831	1.000	0.981	0.858	0.812	0.943	0.920	0.984	0.843	0.868	0.002
sensor_21	0.012	0.019	-0.927	-0.773	0.641	0.902	0.833	0.769	0.984	0.238	0.510	-0.838	0.956	0.859	0.851	0.641	0.831	0.981	1.000	0.858	0.812	0.943	0.920	0.984	0.843	0.868	0.003
sensor_3	-0.133	0.083	-0.760	-0.578	1.000	0.735	0.953	0.951	0.866	0.496	0.734	-0.909	0.850	0.982	0.936	1.000	0.942	0.858	0.858	1.000	0.971	0.772	0.776	0.866	0.935	0.974	0.001
sensor_4	-0.170	0.097	-0.736	-0.582	0.996	0.707	0.955	0.979	0.823	0.496	0.764	-0.893	0.954	0.972	0.908	0.996	0.923	0.812	0.812	0.971	1.000	0.748	0.757	0.822	0.908	0.960	-0.000
sensor_5	0.001	-0.001	-0.984	-0.902	1.000	0.959	0.753	0.722	0.943	0.084	0.419	-0.726	0.953	0.774	0.754	1.000	0.742	0.943	0.943	0.772	0.748	1.000	0.985	0.943	0.742	0.772	-0.001
sensor_6	-0.036	-0.026	-0.969	-0.888	1.000	0.944	0.738	0.733	0.926	0.099	0.416	-0.687	0.954	0.777	0.743	1.000	0.746	0.920	0.920	0.776	0.757	0.985	1.000	0.925	0.733	0.766	0.003
sensor_7	-0.021	0.040	-0.927	-0.772	0.507	0.902	0.842	0.780	0.992	0.272	0.526	-0.844	0.953	0.868	0.851	0.507	0.836	0.984	0.984	0.866	0.822	0.943	0.925	1.000	0.851	0.879	0.003
sensor_8	-0.087	0.088	-0.730	-0.501	1.000	0.783	0.919	0.884	0.851	0.545	0.611	-0.891	0.818	0.936	0.984	1.000	0.975	0.843	0.843	0.935	0.908	0.742	0.733	0.851	1.000	0.950	0.006
sensor_9	-0.117	0.114	-0.759	-0.579	1.000	0.733	0.967	0.941	0.880	0.553	0.778	-0.942	0.830	0.975	0.934	1.000	0.932	0.868	0.868	0.974	0.960	0.772	0.766	0.879	0.950	1.000	0.007
unit	-0.009	-0.009	0.001	0.001	0.000	0.000	0.005	0.000	0.002	0.018	0.014	-0.006	0.000	0.001	0.002	0.000	0.001	0.002	0.003	0.001	-0.000	-0.001	0.003	0.003	0.006	0.007	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	unit	cycle	op_setting_1	op_setting_2	op_setting_3	sensor_1	sensor_2	sensor_3	sensor_4	sensor_5	sensor_6	sensor_7	sensor_8	sensor_9	sensor_10	sensor_11	sensor_12	sensor_13	sensor_14	sensor_15	sensor_16	sensor_17	sensor_18	sensor_19	sensor_20	sensor_21	RUL
0	1	1	42.0049	0.8400	100.0	445.00	549.68	1343.43	1112.93	3.91	5.70	137.36	2211.86	8311.32	1.01	41.69	129.78	2387.99	8074.83	9.3335	0.02	330	2212	100.00	10.62	6.3670	320
1	1	2	20.0020	0.7002	100.0	491.19	606.07	1477.61	1237.50	9.35	13.61	332.10	2323.66	8713.60	1.07	43.94	312.59	2387.73	8046.13	9.1913	0.02	361	2324	100.00	24.37	14.6552	319
2	1	3	42.0038	0.8409	100.0	445.00	548.95	1343.12	1117.05	3.91	5.69	138.18	2211.92	8306.69	1.01	41.66	129.62	2387.97	8066.62	9.4007	0.02	329	2212	100.00	10.48	6.4213	318
3	1	4	42.0000	0.8400	100.0	445.00	548.70	1341.24	1118.03	3.91	5.70	137.98	2211.88	8312.35	1.02	41.68	129.80	2388.02	8076.05	9.3369	0.02	328	2212	100.00	10.54	6.4176	317
4	1	5	25.0063	0.6207	60.0	462.54	536.10	1255.23	1033.59	7.05	9.00	174.82	1915.22	7994.94	0.93	36.48	164.11	2028.08	7865.80	10.8366	0.02	305	1915	84.93	14.03	8.6754	316
5	1	6	34.9996	0.8400	100.0	449.44	554.77	1352.87	1117.01	5.48	7.97	193.82	2222.77	8340.00	1.02	41.44	181.90	2387.87	8054.10	9.3346	0.02	330	2223	100.00	14.91	8.9057	315
6	1	7	0.0019	0.0001	100.0	518.67	641.83	1583.47	1393.89	14.62	21.58	552.45	2387.92	9050.50	1.30	46.94	520.48	2387.89	8127.92	8.3960	0.03	391	2388	100.00	38.93	23.4578	314
7	1	8	41.9981	0.8400	100.0	445.00	549.05	1344.16	1110.77	3.91	5.69	137.13	2211.92	8307.28	1.01	41.60	129.65	2387.97	8075.99	9.3679	0.02	329	2212	100.00	10.55	6.2787	313
8	1	9	42.0016	0.8400	100.0	445.00	549.55	1342.85	1101.67	3.91	5.70	138.02	2211.90	8307.81	1.02	41.44	129.65	2388.00	8071.13	9.3384	0.02	328	2212	100.00	10.63	6.3055	312
9	1	10	25.0019	0.6217	60.0	462.54	536.35	1251.91	1041.37	7.05	9.01	174.70	1915.23	8005.83	0.94	36.24	164.08	2028.13	7869.41	10.9141	0.02	305	1915	84.93	14.34	8.6119	311

	unit	cycle	op_setting_1	op_setting_2	op_setting_3	sensor_1	sensor_2	sensor_3	sensor_4	sensor_5	sensor_6	sensor_7	sensor_8	sensor_9	sensor_10	sensor_11	sensor_12	sensor_13	sensor_14	sensor_15	sensor_16	sensor_17	sensor_18	sensor_19	sensor_20	sensor_21	RUL
61239	249	246	42.0049	0.8400	100.0	445.00	549.66	1360.69	1143.75	3.91	5.69	141.98	2212.40	8362.88	1.04	42.40	133.31	2388.54	8130.97	9.1249	0.02	335	2212	100.00	10.74	6.4258	9
61240	249	247	41.9997	0.8409	100.0	445.00	549.79	1359.28	1139.92	3.91	5.69	142.28	2212.45	8375.36	1.04	42.61	134.15	2388.59	8133.74	9.1219	0.02	334	2212	100.00	10.71	6.4422	8
61241	249	248	20.0016	0.7011	100.0	491.19	607.49	1494.10	1265.20	9.35	13.60	341.74	2324.63	8780.12	1.09	44.83	322.01	2388.74	8106.60	9.0165	0.03	368	2324	100.00	24.89	14.9015	7
61242	249	249	42.0046	0.8405	100.0	445.00	549.34	1365.59	1138.33	3.91	5.69	141.44	2212.52	8370.78	1.05	42.56	133.84	2388.59	8136.44	9.0822	0.02	333	2212	100.00	10.88	6.4530	6
61243	249	250	25.0000	0.6200	60.0	462.54	537.34	1269.56	1057.40	7.05	9.00	179.15	1915.84	8049.77	0.94	37.21	167.63	2028.75	7909.61	10.7029	0.02	307	1915	84.93	14.55	8.6805	5
61244	249	251	9.9998	0.2500	100.0	489.05	605.33	1516.36	1315.28	10.52	15.46	404.59	2319.66	8840.16	1.27	46.08	380.16	2388.73	8185.69	8.4541	0.03	372	2319	100.00	29.11	17.5234	4
61245	249	252	0.0028	0.0015	100.0	518.67	643.42	1598.92	1426.77	14.62	21.57	567.59	2388.47	9117.12	1.31	48.04	535.02	2388.46	8185.47	8.2221	0.03	396	2388	100.00	39.38	23.7151	3
61246	249	253	0.0029	0.0000	100.0	518.67	643.68	1607.72	1430.56	14.62	21.57	569.04	2388.51	9126.53	1.31	48.24	535.41	2388.48	8193.94	8.2525	0.03	395	2388	100.00	39.78	23.8270	2
61247	249	254	35.0046	0.8400	100.0	449.44	555.77	1381.29	1148.18	5.48	7.96	199.93	2223.78	8403.64	1.05	42.53	187.92	2388.83	8125.64	9.0515	0.02	337	2223	100.00	15.26	9.0774	1
61248	249	255	42.0030	0.8400	100.0	445.00	549.85	1369.75	1147.45	3.91	5.69	142.47	2212.52	8391.31	1.05	42.60	134.32	2388.66	8144.33	9.1207	0.02	333	2212	100.00	10.66	6.4341	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample